{"id":"W2146118470","doi":"10.1093/jjco/hyp105","title":"Quality Assurance in the Prospective Multi-institutional Trial on Definitive Radiotherapy Using High-dose-rate Intracavitary Brachytherapy for Uterine Cervical Cancer: The Individual Case Review","year":2009,"lang":"en","type":"article","venue":"Japanese Journal of Clinical Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Research Society","keywords":"Medicine; Brachytherapy; Radiation therapy; Cervical cancer; Quality assurance; Radiology; Uterine cervix; Cancer; Medical physics; Oncology; Internal medicine; Carcinoma; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007986017,0.0002502259,0.001637582,0.00009636433,0.0001830274,0.0000179257,0.0002831748,0.0002135494,0.00008781219],"category_scores_gemma":[0.003712297,0.0001129737,0.0006211678,0.0004976286,0.0002844309,0.0001508405,0.00001486285,0.001025687,0.000001769053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000398661,"about_ca_system_score_gemma":0.0009039872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409198,"about_ca_topic_score_gemma":0.0002564331,"domain_scores_codex":[0.9946299,0.002048758,0.002192696,0.0003067188,0.0005049952,0.0003169936],"domain_scores_gemma":[0.9889622,0.009063807,0.001135494,0.000240532,0.0004092154,0.0001887458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.4632499,0.01498007,0.01788892,0.0002276354,0.001439702,0.00532281,0.001575167,0.0003282454,0.0002932085,0.001838107,0.00023297,0.4926233],"study_design_scores_gemma":[0.2462137,0.03532608,0.7071485,0.0005742102,0.0005134558,0.004554389,0.0002742974,0.0001360513,0.00003857333,0.001306186,0.003693773,0.0002208292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575096,0.003991081,0.0002492074,0.03500843,0.0008702272,0.002243699,0.00004897401,0.00000840323,0.00007038565],"genre_scores_gemma":[0.9537745,0.006071678,0.003574954,0.03408524,0.00234325,0.0001232037,0.000007245296,0.000011351,0.000008575877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6892595,"threshold_uncertainty_score":0.4606933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2555268482695764,"score_gpt":0.5284567392089132,"score_spread":0.2729298909393368,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}